Overview

Dataset info

Number of variables32
Number of observations569
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory172.4 KiB
Average record size in memory310.2 B

Variables types

NUM31
CAT1

Reproduction info

Date of analysis2020-02-19 00:56:53.477121
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

concavity_mean has 13 (2.3%) zeros Zeros
concavity_se has 13 (2.3%) zeros Zeros
concavity_worst has 13 (2.3%) zeros Zeros
points_mean has 13 (2.3%) zeros Zeros
points_se has 13 (2.3%) zeros Zeros
points_worst has 13 (2.3%) zeros Zeros
area_worst is highly correlated with area_mean and 4 other fieldsHigh Correlation
area_mean is highly correlated with area_worst and 4 other fieldsHigh Correlation
perimeter_mean is highly correlated with area_mean and 4 other fieldsHigh Correlation
perimeter_se is highly correlated with area_se and 1 other fieldsHigh Correlation
area_se is highly correlated with perimeter_se and 1 other fieldsHigh Correlation
perimeter_worst is highly correlated with area_mean and 4 other fieldsHigh Correlation
points_mean is highly correlated with concavity_mean and 1 other fieldsHigh Correlation
concavity_mean is highly correlated with points_meanHigh Correlation
points_worst is highly correlated with points_meanHigh Correlation
radius_mean is highly correlated with area_mean and 4 other fieldsHigh Correlation
radius_se is highly correlated with area_se and 1 other fieldsHigh Correlation
radius_worst is highly correlated with area_mean and 4 other fieldsHigh Correlation
texture_worst is highly correlated with texture_meanHigh Correlation
texture_mean is highly correlated with texture_worstHigh Correlation

Variables

area_mean
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count539
Unique (%)94.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean654.8891037
Minimum143.5
Maximum2501
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum143.5
5-th percentile275.78
Q1420.3
median551.1
Q3782.7
95-th percentile1309.8
Maximum2501
Range2357.5
Interquartile range (IQR)362.4

Descriptive statistics

Standard deviation351.9141292
Coefficient of variation (CV)0.5373644594
Kurtosis3.652302762
Mean654.8891037
Median Absolute Deviation (MAD)263.4833843
Skewness1.645732176
Sum372631.9
Variance123843.5543
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 143.5 221.25 358.25 603.15 718.2 1330.5 1801. 2501. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
512.2 3 0.5%
 
1076 2 0.4%
 
559.2 2 0.4%
 
432 2 0.4%
 
399.8 2 0.4%
 
506.3 2 0.4%
 
334.2 2 0.4%
 
537.3 2 0.4%
 
758.6 2 0.4%
 
420.3 2 0.4%
 
Other values (529) 548 96.3%
 
ValueCountFrequency (%) 
143.5 1 0.2%
 
170.4 1 0.2%
 
178.8 1 0.2%
 
181 1 0.2%
 
201.9 1 0.2%
 
ValueCountFrequency (%) 
2501 1 0.2%
 
2499 1 0.2%
 
2250 1 0.2%
 
2010 1 0.2%
 
1878 1 0.2%
 

area_se
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count528
Unique (%)92.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40.33707909
Minimum6.802
Maximum542.2
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum6.802
5-th percentile11.36
Q117.85
median24.53
Q345.19
95-th percentile115.8
Maximum542.2
Range535.398
Interquartile range (IQR)27.34

Descriptive statistics

Standard deviation45.49100552
Coefficient of variation (CV)1.127771434
Kurtosis49.20907651
Mean40.33707909
Median Absolute Deviation (MAD)27.19650653
Skewness5.447186285
Sum22951.798
Variance2069.431583
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 6.802 11.185 25.21 35.185 54.2 106.2 178.35 542.2 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
16.64 3 0.5%
 
18.54 3 0.5%
 
17.67 3 0.5%
 
16.97 3 0.5%
 
19.53 2 0.4%
 
14.34 2 0.4%
 
15.24 2 0.4%
 
44.41 2 0.4%
 
27.19 2 0.4%
 
18.24 2 0.4%
 
Other values (518) 545 95.8%
 
ValueCountFrequency (%) 
6.802 1 0.2%
 
7.228 1 0.2%
 
7.254 1 0.2%
 
7.326 1 0.2%
 
8.205 1 0.2%
 
ValueCountFrequency (%) 
542.2 1 0.2%
 
525.6 1 0.2%
 
233 1 0.2%
 
224.1 1 0.2%
 
199.7 1 0.2%
 

area_worst
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count544
Unique (%)95.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean880.5831283
Minimum185.2
Maximum4254
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum185.2
5-th percentile331.06
Q1515.3
median686.5
Q31084
95-th percentile2009.6
Maximum4254
Range4068.8
Interquartile range (IQR)568.7

Descriptive statistics

Standard deviation569.3569927
Coefficient of variation (CV)0.6465681369
Kurtosis4.396394829
Mean880.5831283
Median Absolute Deviation (MAD)423.8794531
Skewness1.859373272
Sum501051.8
Variance324167.3851
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 185.2 269.3 433.55 639.2 831.85 991.55 2085. 3333. 4254. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1437 2 0.4%
 
1623 2 0.4%
 
826.4 2 0.4%
 
402.8 2 0.4%
 
547.4 2 0.4%
 
546.7 2 0.4%
 
733.5 2 0.4%
 
439.6 2 0.4%
 
749.9 2 0.4%
 
1269 2 0.4%
 
Other values (534) 549 96.5%
 
ValueCountFrequency (%) 
185.2 1 0.2%
 
223.6 1 0.2%
 
240.1 1 0.2%
 
242.2 1 0.2%
 
248 1 0.2%
 
ValueCountFrequency (%) 
4254 1 0.2%
 
3432 1 0.2%
 
3234 1 0.2%
 
3216 1 0.2%
 
3143 1 0.2%
 

compactness_mean
Real number (ℝ≥0)

Distinct count537
Unique (%)94.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1043409842
Minimum0.01938
Maximum0.3454
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.01938
5-th percentile0.04066
Q10.06492
median0.09263
Q30.1304
95-th percentile0.2087
Maximum0.3454
Range0.32602
Interquartile range (IQR)0.06548

Descriptive statistics

Standard deviation0.05281275793
Coefficient of variation (CV)0.5061554512
Kurtosis1.650130467
Mean0.1043409842
Median Absolute Deviation (MAD)0.04110524022
Skewness1.190123031
Sum59.37002
Variance0.0027891874
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.01938 0.033955 0.049685 0.086015 0.13425 0.17095 0.24355 0.3454 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1206 3 0.5%
 
0.1147 3 0.5%
 
0.07722 2 0.4%
 
0.1047 2 0.4%
 
0.1313 2 0.4%
 
0.1141 2 0.4%
 
0.1154 2 0.4%
 
0.1339 2 0.4%
 
0.1306 2 0.4%
 
0.09509 2 0.4%
 
Other values (527) 547 96.1%
 
ValueCountFrequency (%) 
0.01938 1 0.2%
 
0.02344 1 0.2%
 
0.0265 1 0.2%
 
0.02675 1 0.2%
 
0.03116 1 0.2%
 
ValueCountFrequency (%) 
0.3454 1 0.2%
 
0.3114 1 0.2%
 
0.2867 1 0.2%
 
0.2839 1 0.2%
 
0.2832 1 0.2%
 

compactness_se
Real number (ℝ≥0)

Distinct count541
Unique (%)95.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02547813884
Minimum0.002252
Maximum0.1354
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.002252
5-th percentile0.0078922
Q10.01308
median0.02045
Q30.03245
95-th percentile0.060578
Maximum0.1354
Range0.133148
Interquartile range (IQR)0.01937

Descriptive statistics

Standard deviation0.01790817933
Coefficient of variation (CV)0.702884125
Kurtosis5.106252483
Mean0.02547813884
Median Absolute Deviation (MAD)0.01313842534
Skewness1.90222071
Sum14.497061
Variance0.0003207028868
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.002252 0.0079 0.018195 0.035 0.04957 0.07557 0.1354 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.01812 3 0.5%
 
0.01104 3 0.5%
 
0.0231 3 0.5%
 
0.01646 2 0.4%
 
0.01427 2 0.4%
 
0.009169 2 0.4%
 
0.01587 2 0.4%
 
0.01727 2 0.4%
 
0.02219 2 0.4%
 
0.01443 2 0.4%
 
Other values (531) 546 96.0%
 
ValueCountFrequency (%) 
0.002252 1 0.2%
 
0.003012 1 0.2%
 
0.00371 1 0.2%
 
0.003746 1 0.2%
 
0.00466 1 0.2%
 
ValueCountFrequency (%) 
0.1354 1 0.2%
 
0.1064 1 0.2%
 
0.1006 1 0.2%
 
0.09806 1 0.2%
 
0.09586 1 0.2%
 

compactness_worst
Real number (ℝ≥0)

Distinct count529
Unique (%)93.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2542650439
Minimum0.02729
Maximum1.058
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.02729
5-th percentile0.071196
Q10.1472
median0.2119
Q30.3391
95-th percentile0.56412
Maximum1.058
Range1.03071
Interquartile range (IQR)0.1919

Descriptive statistics

Standard deviation0.1573364889
Coefficient of variation (CV)0.6187893014
Kurtosis3.039288172
Mean0.2542650439
Median Absolute Deviation (MAD)0.1196837444
Skewness1.4735549
Sum144.67681
Variance0.02475477074
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.02729 0.0646 0.25805 0.42735 0.62055 1.058 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1486 3 0.5%
 
0.3416 3 0.5%
 
0.2264 2 0.4%
 
0.1773 2 0.4%
 
0.1751 2 0.4%
 
0.171 2 0.4%
 
0.1517 2 0.4%
 
0.3583 2 0.4%
 
0.3735 2 0.4%
 
0.1109 2 0.4%
 
Other values (519) 547 96.1%
 
ValueCountFrequency (%) 
0.02729 1 0.2%
 
0.03432 1 0.2%
 
0.04327 1 0.2%
 
0.04619 1 0.2%
 
0.04712 1 0.2%
 
ValueCountFrequency (%) 
1.058 1 0.2%
 
0.9379 1 0.2%
 
0.9327 1 0.2%
 
0.8681 1 0.2%
 
0.8663 1 0.2%
 

concavity_mean
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count537
Unique (%)94.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08879931582
Minimum0
Maximum0.4268
Zeros13
Zeros (%)2.3%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0049826
Q10.02956
median0.06154
Q30.1307
95-th percentile0.24302
Maximum0.4268
Range0.4268
Interquartile range (IQR)0.10114

Descriptive statistics

Standard deviation0.07971980871
Coefficient of variation (CV)0.8977525105
Kurtosis1.998637529
Mean0.08879931582
Median Absolute Deviation (MAD)0.06255589416
Skewness1.401179739
Sum50.5268107
Variance0.0063552479
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 3.4600e-04 4.8450e-02 1.2110e-01 1.6990e-01 2.5575e-01 4.2680e-01], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 13 2.3%
 
0.1204 3 0.5%
 
0.101 2 0.4%
 
0.06726 2 0.4%
 
0.1007 2 0.4%
 
0.02688 2 0.4%
 
0.01972 2 0.4%
 
0.08422 2 0.4%
 
0.1974 2 0.4%
 
0.1103 2 0.4%
 
Other values (527) 537 94.4%
 
ValueCountFrequency (%) 
0 13 2.3%
 
0.000692 1 0.2%
 
0.0009737 1 0.2%
 
0.001194 1 0.2%
 
0.001461 1 0.2%
 
ValueCountFrequency (%) 
0.4268 1 0.2%
 
0.4264 1 0.2%
 
0.4108 1 0.2%
 
0.3754 1 0.2%
 
0.3635 1 0.2%
 

concavity_se
Real number (ℝ≥0)

ZEROS
Distinct count533
Unique (%)93.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03189371634
Minimum0
Maximum0.396
Zeros13
Zeros (%)2.3%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0032526
Q10.01509
median0.02589
Q30.04205
95-th percentile0.078936
Maximum0.396
Range0.396
Interquartile range (IQR)0.02696

Descriptive statistics

Standard deviation0.03018606032
Coefficient of variation (CV)0.9464579166
Kurtosis48.8613953
Mean0.03189371634
Median Absolute Deviation (MAD)0.0186080085
Skewness5.110463049
Sum18.1475246
Variance0.0009111982378
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 3.4600e-04 9.9315e-03 3.1310e-02 5.7560e-02 8.1950e-02 1.4865e-01 3.9600e-01], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 13 2.3%
 
0.03452 2 0.4%
 
0.01865 2 0.4%
 
0.02071 2 0.4%
 
0.04344 2 0.4%
 
0.03872 2 0.4%
 
0.02185 2 0.4%
 
0.05371 2 0.4%
 
0.02945 2 0.4%
 
0.01652 2 0.4%
 
Other values (523) 538 94.6%
 
ValueCountFrequency (%) 
0 13 2.3%
 
0.000692 1 0.2%
 
0.0007929 1 0.2%
 
0.0009737 1 0.2%
 
0.001128 1 0.2%
 
ValueCountFrequency (%) 
0.396 1 0.2%
 
0.3038 1 0.2%
 
0.1535 1 0.2%
 
0.1438 1 0.2%
 
0.1435 1 0.2%
 

concavity_worst
Real number (ℝ≥0)

ZEROS
Distinct count539
Unique (%)94.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2721884833
Minimum0
Maximum1.252
Zeros13
Zeros (%)2.3%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.01836
Q10.1145
median0.2267
Q30.3829
95-th percentile0.68238
Maximum1.252
Range1.252
Interquartile range (IQR)0.2684

Descriptive statistics

Standard deviation0.2086242806
Coefficient of variation (CV)0.7664699038
Kurtosis1.615253298
Mean0.2721884833
Median Absolute Deviation (MAD)0.1646995763
Skewness1.150236822
Sum154.875247
Variance0.04352409046
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 9.2250e-04 1.9580e-01 4.0345e-01 7.3960e-01 1.2520e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 13 2.3%
 
0.1377 3 0.5%
 
0.4504 3 0.5%
 
0.1811 2 0.4%
 
0.3965 2 0.4%
 
0.1804 2 0.4%
 
0.3344 2 0.4%
 
0.1564 2 0.4%
 
0.2866 2 0.4%
 
0.1423 2 0.4%
 
Other values (529) 536 94.2%
 
ValueCountFrequency (%) 
0 13 2.3%
 
0.001845 1 0.2%
 
0.003581 1 0.2%
 
0.004955 1 0.2%
 
0.005518 1 0.2%
 
ValueCountFrequency (%) 
1.252 1 0.2%
 
1.17 1 0.2%
 
1.105 1 0.2%
 
0.9608 1 0.2%
 
0.9387 1 0.2%
 

diagnosis
Categorical

Distinct count2
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size4.6 KiB
B
357
M
212
ValueCountFrequency (%) 
B 357 62.7%
 
M 212 37.3%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

dimension_mean
Real number (ℝ≥0)

Distinct count499
Unique (%)87.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06279760984
Minimum0.04996
Maximum0.09744
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.04996
5-th percentile0.053926
Q10.0577
median0.06154
Q30.06612
95-th percentile0.07609
Maximum0.09744
Range0.04748
Interquartile range (IQR)0.00842

Descriptive statistics

Standard deviation0.007060362795
Coefficient of variation (CV)0.1124304382
Kurtosis3.00589212
Mean0.06279760984
Median Absolute Deviation (MAD)0.005306453526
Skewness1.304488813
Sum35.73184
Variance4.98487228e-05
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.04996 0.052285 0.055015 0.063465 0.0692 0.07417 0.08252 0.09744 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.05913 3 0.5%
 
0.05667 3 0.5%
 
0.06113 3 0.5%
 
0.06782 3 0.5%
 
0.05907 3 0.5%
 
0.06183 2 0.4%
 
0.06166 2 0.4%
 
0.06194 2 0.4%
 
0.05912 2 0.4%
 
0.07005 2 0.4%
 
Other values (489) 544 95.6%
 
ValueCountFrequency (%) 
0.04996 1 0.2%
 
0.05024 1 0.2%
 
0.05025 1 0.2%
 
0.05044 1 0.2%
 
0.05054 1 0.2%
 
ValueCountFrequency (%) 
0.09744 1 0.2%
 
0.09575 1 0.2%
 
0.09502 1 0.2%
 
0.09296 1 0.2%
 
0.0898 1 0.2%
 

dimension_se
Real number (ℝ≥0)

Distinct count545
Unique (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.003794903866
Minimum0.0008948
Maximum0.02984
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.0008948
5-th percentile0.0015216
Q10.002248
median0.003187
Q30.004558
95-th percentile0.0079598
Maximum0.02984
Range0.0289452
Interquartile range (IQR)0.00231

Descriptive statistics

Standard deviation0.002646070967
Coefficient of variation (CV)0.6972695647
Kurtosis26.28084749
Mean0.003794903866
Median Absolute Deviation (MAD)0.001664151128
Skewness3.92396862
Sum2.1593003
Variance7.001691563e-06
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.0008948 0.0015165 0.0028255 0.004836 0.0062265 0.008223 0.01291 0.02984 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.002205 2 0.4%
 
0.002551 2 0.4%
 
0.003563 2 0.4%
 
0.003002 2 0.4%
 
0.003318 2 0.4%
 
0.003317 2 0.4%
 
0.00456 2 0.4%
 
0.005667 2 0.4%
 
0.001956 2 0.4%
 
0.001784 2 0.4%
 
Other values (535) 549 96.5%
 
ValueCountFrequency (%) 
0.0008948 1 0.2%
 
0.0009502 1 0.2%
 
0.0009683 1 0.2%
 
0.001002 1 0.2%
 
0.001058 1 0.2%
 
ValueCountFrequency (%) 
0.02984 1 0.2%
 
0.02286 1 0.2%
 
0.02193 1 0.2%
 
0.01792 1 0.2%
 
0.01298 1 0.2%
 

dimension_worst
Real number (ℝ≥0)

Distinct count535
Unique (%)94.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08394581722
Minimum0.05504
Maximum0.2075
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.05504
5-th percentile0.062558
Q10.07146
median0.08004
Q30.09208
95-th percentile0.11952
Maximum0.2075
Range0.15246
Interquartile range (IQR)0.02062

Descriptive statistics

Standard deviation0.01806126735
Coefficient of variation (CV)0.2151538688
Kurtosis5.244610556
Mean0.08394581722
Median Absolute Deviation (MAD)0.01340966682
Skewness1.662579266
Sum47.76517
Variance0.0003262093782
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.05504 0.06419 0.083245 0.09356 0.1085 0.14385 0.2075 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.07427 3 0.5%
 
0.08839 2 0.4%
 
0.07987 2 0.4%
 
0.06915 2 0.4%
 
0.1023 2 0.4%
 
0.07083 2 0.4%
 
0.08151 2 0.4%
 
0.06469 2 0.4%
 
0.0895 2 0.4%
 
0.1252 2 0.4%
 
Other values (525) 548 96.3%
 
ValueCountFrequency (%) 
0.05504 1 0.2%
 
0.05521 1 0.2%
 
0.05525 1 0.2%
 
0.05695 1 0.2%
 
0.05737 1 0.2%
 
ValueCountFrequency (%) 
0.2075 1 0.2%
 
0.173 1 0.2%
 
0.1486 1 0.2%
 
0.1446 1 0.2%
 
0.1431 1 0.2%
 

id
Real number (ℝ≥0)

UNIQUE
Distinct count569
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean30371831.43
Minimum8670
Maximum911320502
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum8670
5-th percentile90267
Q1869218
median906024
Q38813129
95-th percentile90424461.4
Maximum911320502
Range911311832
Interquartile range (IQR)7943911

Descriptive statistics

Standard deviation125020585.6
Coefficient of variation (CV)4.116333448
Kurtosis42.19319416
Mean30371831.43
Median Absolute Deviation (MAD)47795087.13
Skewness6.473751802
Sum1.728157208e+10
Variance1.563014683e+16
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[8.67000000e+03 8.98100000e+03 8.59615000e+04 9.23045000e+04 8.42409500e+05 ... 9.19550515e+07 8.71001502e+08 9.11226752e+08 9.11320502e+08 9.11320502e+08], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
883263 1 0.2%
 
901034302 1 0.2%
 
859464 1 0.2%
 
911685 1 0.2%
 
906564 1 0.2%
 
905539 1 0.2%
 
8811842 1 0.2%
 
916799 1 0.2%
 
901034301 1 0.2%
 
868682 1 0.2%
 
Other values (559) 559 98.2%
 
ValueCountFrequency (%) 
8670 1 0.2%
 
8913 1 0.2%
 
8915 1 0.2%
 
9047 1 0.2%
 
85715 1 0.2%
 
ValueCountFrequency (%) 
911320502 1 0.2%
 
911320501 1 0.2%
 
911296202 1 0.2%
 
911296201 1 0.2%
 
911157302 1 0.2%
 

perimeter_mean
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count522
Unique (%)91.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean91.96903339
Minimum43.79
Maximum188.5
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum43.79
5-th percentile60.496
Q175.17
median86.24
Q3104.1
95-th percentile135.82
Maximum188.5
Range144.71
Interquartile range (IQR)28.93

Descriptive statistics

Standard deviation24.29898104
Coefficient of variation (CV)0.2642082899
Kurtosis0.9722135477
Mean91.96903339
Median Absolute Deviation (MAD)19.03257804
Skewness0.9906504254
Sum52330.38
Variance590.4404795
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 43.79 58.765 70.18 88.85 98.85 134.95 144.05 188.5 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
82.61 3 0.5%
 
134.7 3 0.5%
 
87.76 3 0.5%
 
137.8 2 0.4%
 
132.9 2 0.4%
 
107.1 2 0.4%
 
88.73 2 0.4%
 
129.1 2 0.4%
 
87.32 2 0.4%
 
88.37 2 0.4%
 
Other values (512) 546 96.0%
 
ValueCountFrequency (%) 
43.79 1 0.2%
 
47.92 1 0.2%
 
47.98 1 0.2%
 
48.34 1 0.2%
 
51.71 1 0.2%
 
ValueCountFrequency (%) 
188.5 1 0.2%
 
186.9 1 0.2%
 
182.1 1 0.2%
 
174.2 1 0.2%
 
171.5 1 0.2%
 

perimeter_se
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count533
Unique (%)93.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.866059227
Minimum0.757
Maximum21.98
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.757
5-th percentile1.1328
Q11.606
median2.287
Q33.357
95-th percentile7.0416
Maximum21.98
Range21.223
Interquartile range (IQR)1.751

Descriptive statistics

Standard deviation2.021854554
Coefficient of variation (CV)0.7054475829
Kurtosis21.40190493
Mean2.866059227
Median Absolute Deviation (MAD)1.33252531
Skewness3.443615202
Sum1630.7877
Variance4.087895838
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0.757 1.092 2.6545 3.4885 4.9005 7.7765 10.595 21.98 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.778 4 0.7%
 
1.959 2 0.4%
 
1.535 2 0.4%
 
2.747 2 0.4%
 
2.225 2 0.4%
 
1.471 2 0.4%
 
1.954 2 0.4%
 
2.406 2 0.4%
 
1.667 2 0.4%
 
5.801 2 0.4%
 
Other values (523) 547 96.1%
 
ValueCountFrequency (%) 
0.757 1 0.2%
 
0.7714 1 0.2%
 
0.8439 1 0.2%
 
0.8484 1 0.2%
 
0.873 1 0.2%
 
ValueCountFrequency (%) 
21.98 1 0.2%
 
18.65 1 0.2%
 
11.07 1 0.2%
 
10.12 1 0.2%
 
10.05 1 0.2%
 

perimeter_worst
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count514
Unique (%)90.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean107.2612127
Minimum50.41
Maximum251.2
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum50.41
5-th percentile67.856
Q184.11
median97.66
Q3125.4
95-th percentile171.64
Maximum251.2
Range200.79
Interquartile range (IQR)41.29

Descriptive statistics

Standard deviation33.60254227
Coefficient of variation (CV)0.3132776652
Kurtosis1.070149667
Mean107.2612127
Median Absolute Deviation (MAD)26.4654371
Skewness1.128163871
Sum61031.63
Variance1129.130847
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 50.41 65.2 82.67 89.03 114.45 163.15 188.25 251.2 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
105.9 3 0.5%
 
101.7 3 0.5%
 
117.7 3 0.5%
 
102.3 2 0.4%
 
78.27 2 0.4%
 
184.6 2 0.4%
 
152.4 2 0.4%
 
115.9 2 0.4%
 
145.4 2 0.4%
 
102.5 2 0.4%
 
Other values (504) 546 96.0%
 
ValueCountFrequency (%) 
50.41 1 0.2%
 
54.49 1 0.2%
 
56.65 1 0.2%
 
57.17 1 0.2%
 
57.26 1 0.2%
 
ValueCountFrequency (%) 
251.2 1 0.2%
 
229.3 1 0.2%
 
220.8 1 0.2%
 
214 1 0.2%
 
211.7 1 0.2%
 

points_mean
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count542
Unique (%)95.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04891914587
Minimum0
Maximum0.2012
Zeros13
Zeros (%)2.3%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0056208
Q10.02031
median0.0335
Q30.074
95-th percentile0.12574
Maximum0.2012
Range0.2012
Interquartile range (IQR)0.05369

Descriptive statistics

Standard deviation0.03880284486
Coefficient of variation (CV)0.7932036459
Kurtosis1.066555703
Mean0.04891914587
Median Absolute Deviation (MAD)0.03145979977
Skewness1.171180081
Sum27.834994
Variance0.001505660769
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.000926 0.011065 0.03395 0.097735 0.1512 0.2012 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 13 2.3%
 
0.02864 3 0.5%
 
0.02272 2 0.4%
 
0.06462 2 0.4%
 
0.1043 2 0.4%
 
0.1242 2 0.4%
 
0.02594 2 0.4%
 
0.05252 2 0.4%
 
0.02031 2 0.4%
 
0.1471 2 0.4%
 
Other values (532) 537 94.4%
 
ValueCountFrequency (%) 
0 13 2.3%
 
0.001852 1 0.2%
 
0.002404 1 0.2%
 
0.002924 1 0.2%
 
0.002941 1 0.2%
 
ValueCountFrequency (%) 
0.2012 1 0.2%
 
0.1913 1 0.2%
 
0.1878 1 0.2%
 
0.1845 1 0.2%
 
0.1823 1 0.2%
 

points_se
Real number (ℝ≥0)

ZEROS
Distinct count507
Unique (%)89.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01179613708
Minimum0
Maximum0.05279
Zeros13
Zeros (%)2.3%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0038308
Q10.007638
median0.01093
Q30.01471
95-th percentile0.022884
Maximum0.05279
Range0.05279
Interquartile range (IQR)0.007072

Descriptive statistics

Standard deviation0.006170285174
Coefficient of variation (CV)0.5230767607
Kurtosis5.126301943
Mean0.01179613708
Median Absolute Deviation (MAD)0.004527923166
Skewness1.444678145
Sum6.712002
Variance3.807241913e-05
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.0049695 0.01391 0.01914 0.02886 0.05279 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 13 2.3%
 
0.01167 3 0.5%
 
0.0111 3 0.5%
 
0.01499 3 0.5%
 
0.01766 2 0.4%
 
0.01241 2 0.4%
 
0.01043 2 0.4%
 
0.01544 2 0.4%
 
0.01196 2 0.4%
 
0.0158 2 0.4%
 
Other values (497) 535 94.0%
 
ValueCountFrequency (%) 
0 13 2.3%
 
0.001852 1 0.2%
 
0.002386 1 0.2%
 
0.002404 1 0.2%
 
0.002924 1 0.2%
 
ValueCountFrequency (%) 
0.05279 1 0.2%
 
0.0409 1 0.2%
 
0.03927 1 0.2%
 
0.03487 1 0.2%
 
0.03441 1 0.2%
 

points_worst
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count492
Unique (%)86.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1146062232
Minimum0
Maximum0.291
Zeros13
Zeros (%)2.3%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.024286
Q10.06493
median0.09993
Q30.1614
95-th percentile0.23692
Maximum0.291
Range0.291
Interquartile range (IQR)0.09647

Descriptive statistics

Standard deviation0.0657323412
Coefficient of variation (CV)0.5735494929
Kurtosis-0.5355351225
Mean0.1146062232
Median Absolute Deviation (MAD)0.0549961343
Skewness0.4926155269
Sum65.210941
Variance0.004320740679
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.047385 0.111 0.2261 0.291 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 13 2.3%
 
0.1105 3 0.5%
 
0.07431 3 0.5%
 
0.05556 3 0.5%
 
0.1218 3 0.5%
 
0.1708 3 0.5%
 
0.02564 3 0.5%
 
0.1827 3 0.5%
 
0.04306 3 0.5%
 
0.06296 3 0.5%
 
Other values (482) 529 93.0%
 
ValueCountFrequency (%) 
0 13 2.3%
 
0.008772 1 0.2%
 
0.009259 1 0.2%
 
0.01042 1 0.2%
 
0.01111 2 0.4%
 
ValueCountFrequency (%) 
0.291 1 0.2%
 
0.2903 1 0.2%
 
0.2867 1 0.2%
 
0.2756 1 0.2%
 
0.2733 1 0.2%
 

radius_mean
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count456
Unique (%)80.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.12729174
Minimum6.981
Maximum28.11
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum6.981
5-th percentile9.5292
Q111.7
median13.37
Q315.78
95-th percentile20.576
Maximum28.11
Range21.129
Interquartile range (IQR)4.08

Descriptive statistics

Standard deviation3.524048826
Coefficient of variation (CV)0.2494497099
Kurtosis0.8455216229
Mean14.12729174
Median Absolute Deviation (MAD)2.751887757
Skewness0.9423795717
Sum8038.429
Variance12.41892013
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 6.981 8.584 11.05 15.125 21.13 28.11 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
12.34 4 0.7%
 
11.89 3 0.5%
 
12.18 3 0.5%
 
13.05 3 0.5%
 
11.6 3 0.5%
 
13.17 3 0.5%
 
12.46 3 0.5%
 
12.77 3 0.5%
 
13.85 3 0.5%
 
12.89 3 0.5%
 
Other values (446) 538 94.6%
 
ValueCountFrequency (%) 
6.981 1 0.2%
 
7.691 1 0.2%
 
7.729 1 0.2%
 
7.76 1 0.2%
 
8.196 1 0.2%
 
ValueCountFrequency (%) 
28.11 1 0.2%
 
27.42 1 0.2%
 
27.22 1 0.2%
 
25.73 1 0.2%
 
25.22 1 0.2%
 

radius_se
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count540
Unique (%)94.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4051720562
Minimum0.1115
Maximum2.873
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.1115
5-th percentile0.1601
Q10.2324
median0.3242
Q30.4789
95-th percentile0.95952
Maximum2.873
Range2.7615
Interquartile range (IQR)0.2465

Descriptive statistics

Standard deviation0.277312733
Coefficient of variation (CV)0.6844320301
Kurtosis17.68672597
Mean0.4051720562
Median Absolute Deviation (MAD)0.1892845309
Skewness3.088612166
Sum230.5429
Variance0.07690235188
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.1115 0.16905 0.3433 0.4389 0.646 1.0085 1.333 2.873 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.286 3 0.5%
 
0.2204 3 0.5%
 
0.2621 2 0.4%
 
0.1532 2 0.4%
 
0.1601 2 0.4%
 
0.4101 2 0.4%
 
0.2976 2 0.4%
 
0.2239 2 0.4%
 
0.5959 2 0.4%
 
0.2244 2 0.4%
 
Other values (530) 547 96.1%
 
ValueCountFrequency (%) 
0.1115 1 0.2%
 
0.1144 1 0.2%
 
0.1153 1 0.2%
 
0.1166 1 0.2%
 
0.1186 1 0.2%
 
ValueCountFrequency (%) 
2.873 1 0.2%
 
2.547 1 0.2%
 
1.509 1 0.2%
 
1.37 1 0.2%
 
1.296 1 0.2%
 

radius_worst
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count457
Unique (%)80.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.26918981
Minimum7.93
Maximum36.04
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum7.93
5-th percentile10.534
Q113.01
median14.97
Q318.79
95-th percentile25.64
Maximum36.04
Range28.11
Interquartile range (IQR)5.78

Descriptive statistics

Standard deviation4.83324158
Coefficient of variation (CV)0.2970794267
Kurtosis0.9440895759
Mean16.26918981
Median Absolute Deviation (MAD)3.789856561
Skewness1.103115206
Sum9257.169
Variance23.36022418
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 7.93 9.435 11.865 16.485 26.185 36.04 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
12.36 5 0.9%
 
13.5 4 0.7%
 
13.34 4 0.7%
 
19.85 3 0.5%
 
11.92 3 0.5%
 
15.05 3 0.5%
 
12.84 3 0.5%
 
16.76 3 0.5%
 
12.4 3 0.5%
 
15.11 3 0.5%
 
Other values (447) 535 94.0%
 
ValueCountFrequency (%) 
7.93 1 0.2%
 
8.678 1 0.2%
 
8.952 1 0.2%
 
8.964 1 0.2%
 
9.077 1 0.2%
 
ValueCountFrequency (%) 
36.04 1 0.2%
 
33.13 1 0.2%
 
33.12 1 0.2%
 
32.49 1 0.2%
 
31.01 1 0.2%
 

smoothness_mean
Real number (ℝ≥0)

Distinct count474
Unique (%)83.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0963602812
Minimum0.05263
Maximum0.1634
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.05263
5-th percentile0.075042
Q10.08637
median0.09587
Q30.1053
95-th percentile0.11878
Maximum0.1634
Range0.11077
Interquartile range (IQR)0.01893

Descriptive statistics

Standard deviation0.01406412814
Coefficient of variation (CV)0.1459535813
Kurtosis0.8559749304
Mean0.0963602812
Median Absolute Deviation (MAD)0.01116098863
Skewness0.4563237648
Sum54.829
Variance0.0001977997003
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.05263 0.068555 0.079315 0.10755 0.1171 0.12885 0.1634 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1007 5 0.9%
 
0.1075 4 0.7%
 
0.1054 4 0.7%
 
0.115 4 0.7%
 
0.1049 3 0.5%
 
0.1089 3 0.5%
 
0.1158 3 0.5%
 
0.117 3 0.5%
 
0.1141 3 0.5%
 
0.1024 3 0.5%
 
Other values (464) 534 93.8%
 
ValueCountFrequency (%) 
0.05263 1 0.2%
 
0.06251 1 0.2%
 
0.06429 1 0.2%
 
0.06576 1 0.2%
 
0.06613 1 0.2%
 
ValueCountFrequency (%) 
0.1634 1 0.2%
 
0.1447 1 0.2%
 
0.1425 1 0.2%
 
0.1398 1 0.2%
 
0.1371 1 0.2%
 

smoothness_se
Real number (ℝ≥0)

Distinct count547
Unique (%)96.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00704097891
Minimum0.001713
Maximum0.03113
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.001713
5-th percentile0.0036902
Q10.005169
median0.00638
Q30.008146
95-th percentile0.012644
Maximum0.03113
Range0.029417
Interquartile range (IQR)0.002977

Descriptive statistics

Standard deviation0.003002517944
Coefficient of variation (CV)0.4264347305
Kurtosis10.46983953
Mean0.00704097891
Median Absolute Deviation (MAD)0.002122905662
Skewness2.314450057
Sum4.006317
Variance9.015114003e-06
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.001713 0.003154 0.0040925 0.0068065 0.008135 0.010975 0.01593 0.03113 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.01052 2 0.4%
 
0.007189 2 0.4%
 
0.005298 2 0.4%
 
0.01291 2 0.4%
 
0.005251 2 0.4%
 
0.006494 2 0.4%
 
0.006399 2 0.4%
 
0.007514 2 0.4%
 
0.005884 2 0.4%
 
0.007595 2 0.4%
 
Other values (537) 549 96.5%
 
ValueCountFrequency (%) 
0.001713 1 0.2%
 
0.002667 1 0.2%
 
0.002826 1 0.2%
 
0.002838 1 0.2%
 
0.002866 1 0.2%
 
ValueCountFrequency (%) 
0.03113 1 0.2%
 
0.02333 1 0.2%
 
0.02177 1 0.2%
 
0.02075 1 0.2%
 
0.01835 1 0.2%
 

smoothness_worst
Real number (ℝ≥0)

Distinct count411
Unique (%)72.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.132368594
Minimum0.07117
Maximum0.2226
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.07117
5-th percentile0.095734
Q10.1166
median0.1313
Q30.146
95-th percentile0.17184
Maximum0.2226
Range0.15143
Interquartile range (IQR)0.0294

Descriptive statistics

Standard deviation0.0228324294
Coefficient of variation (CV)0.172491289
Kurtosis0.5178251903
Mean0.132368594
Median Absolute Deviation (MAD)0.01795559947
Skewness0.4154259963
Sum75.31773
Variance0.0005213198325
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.07117 0.09235 0.107 0.15625 0.19055 0.2226 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1275 4 0.7%
 
0.1415 4 0.7%
 
0.1312 4 0.7%
 
0.1256 4 0.7%
 
0.1223 4 0.7%
 
0.1216 4 0.7%
 
0.1401 4 0.7%
 
0.1234 4 0.7%
 
0.1347 4 0.7%
 
0.1491 3 0.5%
 
Other values (401) 530 93.1%
 
ValueCountFrequency (%) 
0.07117 1 0.2%
 
0.08125 1 0.2%
 
0.08409 1 0.2%
 
0.08484 1 0.2%
 
0.08567 1 0.2%
 
ValueCountFrequency (%) 
0.2226 1 0.2%
 
0.2184 1 0.2%
 
0.2098 1 0.2%
 
0.2006 1 0.2%
 
0.1909 1 0.2%
 

symmetry_mean
Real number (ℝ≥0)

Distinct count432
Unique (%)75.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1811618629
Minimum0.106
Maximum0.304
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.106
5-th percentile0.1415
Q10.1619
median0.1792
Q30.1957
95-th percentile0.23072
Maximum0.304
Range0.198
Interquartile range (IQR)0.0338

Descriptive statistics

Standard deviation0.02741428134
Coefficient of variation (CV)0.1513247926
Kurtosis1.287932992
Mean0.1811618629
Median Absolute Deviation (MAD)0.02114575814
Skewness0.7256089734
Sum103.0811
Variance0.0007515428212
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.106 0.1338 0.15055 0.19785 0.22035 0.2596 0.304 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1717 4 0.7%
 
0.1601 4 0.7%
 
0.1893 4 0.7%
 
0.1714 4 0.7%
 
0.1769 4 0.7%
 
0.1638 3 0.5%
 
0.1953 3 0.5%
 
0.172 3 0.5%
 
0.1516 3 0.5%
 
0.1739 3 0.5%
 
Other values (422) 534 93.8%
 
ValueCountFrequency (%) 
0.106 1 0.2%
 
0.1167 1 0.2%
 
0.1203 1 0.2%
 
0.1215 1 0.2%
 
0.122 1 0.2%
 
ValueCountFrequency (%) 
0.304 1 0.2%
 
0.2906 1 0.2%
 
0.2743 1 0.2%
 
0.2678 1 0.2%
 
0.2655 1 0.2%
 

symmetry_se
Real number (ℝ≥0)

Distinct count498
Unique (%)87.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02054229877
Minimum0.007882
Maximum0.07895
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.007882
5-th percentile0.011758
Q10.01516
median0.01873
Q30.02348
95-th percentile0.034988
Maximum0.07895
Range0.071068
Interquartile range (IQR)0.00832

Descriptive statistics

Standard deviation0.008266371529
Coefficient of variation (CV)0.4024073265
Kurtosis7.896129828
Mean0.02054229877
Median Absolute Deviation (MAD)0.005819244146
Skewness2.1951329
Sum11.688568
Variance6.833289825e-05
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.007882 0.010545 0.013155 0.021065 0.02797 0.03525 0.04523 0.07895 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.01344 4 0.7%
 
0.02045 3 0.5%
 
0.0187 3 0.5%
 
0.01454 3 0.5%
 
0.01897 3 0.5%
 
0.01536 3 0.5%
 
0.01647 3 0.5%
 
0.01884 3 0.5%
 
0.01924 3 0.5%
 
0.02165 2 0.4%
 
Other values (488) 539 94.7%
 
ValueCountFrequency (%) 
0.007882 1 0.2%
 
0.009539 1 0.2%
 
0.009947 1 0.2%
 
0.01013 1 0.2%
 
0.01029 1 0.2%
 
ValueCountFrequency (%) 
0.07895 1 0.2%
 
0.06146 1 0.2%
 
0.05963 1 0.2%
 
0.05628 1 0.2%
 
0.05543 1 0.2%
 

symmetry_worst
Real number (ℝ≥0)

Distinct count500
Unique (%)87.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2900755712
Minimum0.1565
Maximum0.6638
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.1565
5-th percentile0.2127
Q10.2504
median0.2822
Q30.3179
95-th percentile0.40616
Maximum0.6638
Range0.5073
Interquartile range (IQR)0.0675

Descriptive statistics

Standard deviation0.06186746754
Coefficient of variation (CV)0.2132805161
Kurtosis4.444559518
Mean0.2900755712
Median Absolute Deviation (MAD)0.04487112098
Skewness1.433927765
Sum165.053
Variance0.00382758354
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.1565 0.2095 0.22155 0.33225 0.3702 0.48725 0.6638 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2226 3 0.5%
 
0.2383 3 0.5%
 
0.2972 3 0.5%
 
0.3109 3 0.5%
 
0.3196 3 0.5%
 
0.2369 3 0.5%
 
0.3101 2 0.4%
 
0.3596 2 0.4%
 
0.2983 2 0.4%
 
0.2268 2 0.4%
 
Other values (490) 543 95.4%
 
ValueCountFrequency (%) 
0.1565 1 0.2%
 
0.1566 1 0.2%
 
0.1603 1 0.2%
 
0.1648 1 0.2%
 
0.1652 1 0.2%
 
ValueCountFrequency (%) 
0.6638 1 0.2%
 
0.5774 1 0.2%
 
0.5558 1 0.2%
 
0.544 1 0.2%
 
0.5166 1 0.2%
 

texture_mean
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count479
Unique (%)84.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.28964851
Minimum9.71
Maximum39.28
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum9.71
5-th percentile13.088
Q116.17
median18.84
Q321.8
95-th percentile27.15
Maximum39.28
Range29.57
Interquartile range (IQR)5.63

Descriptive statistics

Standard deviation4.301035768
Coefficient of variation (CV)0.2229711841
Kurtosis0.7583189724
Mean19.28964851
Median Absolute Deviation (MAD)3.38496465
Skewness0.6504495421
Sum10975.81
Variance18.49890868
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 9.71 12.725 14.61 22.545 25.525 29.89 39.28 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18.22 3 0.5%
 
18.9 3 0.5%
 
20.52 3 0.5%
 
14.93 3 0.5%
 
16.85 3 0.5%
 
16.84 3 0.5%
 
19.83 3 0.5%
 
17.46 3 0.5%
 
15.7 3 0.5%
 
21.6 2 0.4%
 
Other values (469) 540 94.9%
 
ValueCountFrequency (%) 
9.71 1 0.2%
 
10.38 1 0.2%
 
10.72 1 0.2%
 
10.82 1 0.2%
 
10.89 1 0.2%
 
ValueCountFrequency (%) 
39.28 1 0.2%
 
33.81 1 0.2%
 
33.56 1 0.2%
 
32.47 1 0.2%
 
31.12 1 0.2%
 

texture_se
Real number (ℝ≥0)

Distinct count519
Unique (%)91.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.216853427
Minimum0.3602
Maximum4.885
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum0.3602
5-th percentile0.54014
Q10.8339
median1.108
Q31.474
95-th percentile2.212
Maximum4.885
Range4.5248
Interquartile range (IQR)0.6401

Descriptive statistics

Standard deviation0.5516483926
Coefficient of variation (CV)0.4533400493
Kurtosis5.349168692
Mean1.216853427
Median Absolute Deviation (MAD)0.4087402152
Skewness1.646443809
Sum692.3896
Variance0.3043159491
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.3602 0.62115 1.5105 1.976 2.9185 4.885 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.35 3 0.5%
 
1.268 3 0.5%
 
1.15 3 0.5%
 
0.8561 3 0.5%
 
1.363 2 0.4%
 
0.9429 2 0.4%
 
1.041 2 0.4%
 
1.232 2 0.4%
 
1.045 2 0.4%
 
1.023 2 0.4%
 
Other values (509) 545 95.8%
 
ValueCountFrequency (%) 
0.3602 1 0.2%
 
0.3621 1 0.2%
 
0.3628 1 0.2%
 
0.3871 1 0.2%
 
0.3981 1 0.2%
 
ValueCountFrequency (%) 
4.885 1 0.2%
 
3.896 1 0.2%
 
3.647 1 0.2%
 
3.568 1 0.2%
 
3.12 1 0.2%
 

texture_worst
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count511
Unique (%)89.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25.6772232
Minimum12.02
Maximum49.54
Zeros0
Zeros (%)0.0%
Memory size4.6 KiB
Mini histogram

Quantile statistics

Minimum12.02
5-th percentile16.574
Q121.08
median25.41
Q329.72
95-th percentile36.3
Maximum49.54
Range37.52
Interquartile range (IQR)8.64

Descriptive statistics

Standard deviation6.146257623
Coefficient of variation (CV)0.239366133
Kurtosis0.2243018685
Mean25.6772232
Median Absolute Deviation (MAD)4.911824896
Skewness0.4983213095
Sum14610.34
Variance37.77648277
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[12.02 15.39 18.92 32.175 37.28 49.54 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
17.7 3 0.5%
 
27.26 3 0.5%
 
22.25 2 0.4%
 
27.78 2 0.4%
 
30.88 2 0.4%
 
23.03 2 0.4%
 
25.09 2 0.4%
 
25.05 2 0.4%
 
25.48 2 0.4%
 
32.82 2 0.4%
 
Other values (501) 547 96.1%
 
ValueCountFrequency (%) 
12.02 1 0.2%
 
12.49 1 0.2%
 
12.87 1 0.2%
 
14.1 1 0.2%
 
14.2 1 0.2%
 
ValueCountFrequency (%) 
49.54 1 0.2%
 
47.16 1 0.2%
 
45.41 1 0.2%
 
44.87 1 0.2%
 
42.79 1 0.2%
 

Correlations

Missing values

Sample

First rows

area_meanarea_searea_worstcompactness_meancompactness_secompactness_worstconcavity_meanconcavity_seconcavity_worstdiagnosisdimension_meandimension_sedimension_worstidperimeter_meanperimeter_seperimeter_worstpoints_meanpoints_sepoints_worstradius_meanradius_seradius_worstsmoothness_meansmoothness_sesmoothness_worstsymmetry_meansymmetry_sesymmetry_worsttexture_meantexture_setexture_worst
0464.117.43549.10.069810.0118000.12660.039870.016830.12420B0.059550.0022480.067718713940278.851.67086.970.037000.0124100.0939112.320.236013.500.102800.0080450.13850.19590.019240.282712.390.665615.64
1346.427.10424.80.114700.0358100.25150.063870.033540.19160B0.064910.0033180.07587891025169.283.43078.280.026420.0136500.0792610.600.450511.880.096880.0074700.12130.19220.035040.294018.951.197022.94
2373.213.54471.40.078040.0093550.14820.030460.010560.10670B0.063400.0021980.0788190552070.921.34279.930.024800.0074830.0743111.040.196712.410.107700.0051580.13690.17140.017180.299816.831.387026.44
3384.826.33434.00.113600.0349800.18220.046350.021870.08669B0.060720.0034420.0678486887173.001.85176.530.047960.0196500.0861111.280.338411.920.116400.0112700.13670.17710.015800.210213.391.343015.77
4711.817.72819.10.069340.0148500.17370.033930.015510.13620B0.055440.0017670.06766901256897.651.338104.500.026570.0091550.0817815.190.178316.200.079630.0050120.11260.17210.016470.248713.210.412515.73
5409.720.30520.50.077220.0204700.19370.054850.044470.25600B0.062670.0033390.0828490653974.202.20686.430.014280.0087990.0666411.570.286413.070.085460.0072780.12490.20310.018680.303519.041.440026.98
6403.516.97474.20.102100.0298200.25170.111200.057380.36300B0.065700.0047380.0873292529174.521.93682.280.041050.0126700.0965311.510.238812.480.092610.0082000.12980.13880.014880.211223.932.904037.16
7597.852.721153.00.176800.0310800.52090.155800.031120.46460M0.074210.0045060.108608788091.563.909128.500.091760.0129100.2013013.810.564819.200.132300.0088240.22260.22510.019980.443223.751.930041.85
8336.123.13402.80.085780.0221900.14860.029950.028800.07987B0.064810.0034510.0755286298967.412.30274.220.012010.0086140.0320310.490.355011.540.099890.0075950.12190.22170.027100.282619.291.534023.31
9373.910.80440.00.090970.0187700.22100.053970.027580.22990B0.069070.0029170.090808982771.491.35579.760.033410.0101000.1075011.060.160111.920.103300.0074160.14180.17760.023480.330114.960.822519.90

Last rows

area_meanarea_searea_worstcompactness_meancompactness_secompactness_worstconcavity_meanconcavity_seconcavity_worstdiagnosisdimension_meandimension_sedimension_worstidperimeter_meanperimeter_seperimeter_worstpoints_meanpoints_sepoints_worstradius_meanradius_seradius_worstsmoothness_meansmoothness_sesmoothness_worstsymmetry_meansymmetry_sesymmetry_worsttexture_meantexture_setexture_worst
559674.819.75829.50.088900.011710.18810.040690.017580.20600B0.058860.0019710.07285911094495.881.482105.900.022600.0068970.0830814.800.220416.430.091790.0047960.12260.18930.022540.360017.660.622122.74
560633.024.91799.60.109800.029950.42380.131900.048150.51860M0.061250.0040220.1014085426893.632.657116.200.055980.0116100.1447014.250.286015.890.098230.0058780.14460.18850.020280.359121.721.019030.36
561457.919.01583.10.065450.014180.19280.019940.010510.11670B0.061290.0020650.079618951150178.011.95991.110.016920.0051420.0555612.200.257513.750.086730.0054030.12560.16380.013330.266115.210.807321.38
562646.120.52734.60.052230.016790.14600.034760.019710.14720B0.054330.0018920.06464911315692.251.727100.400.017370.0063700.0556314.400.231515.400.069950.0053560.10170.17070.014140.234526.990.911231.98
563504.816.57599.50.088340.020160.22310.038000.019020.17910B0.064760.0031070.0855389485582.821.61492.800.034000.0101100.1155012.860.221214.040.113400.0059100.15470.15430.012020.238213.321.042021.08
564537.316.89687.60.059940.014930.19650.048590.015640.18760B0.055490.0016720.0692591132050284.281.23695.100.028700.0084630.1045013.170.202314.900.074660.0059690.12820.14540.010930.223518.220.685023.89
565321.619.33357.10.091590.046710.16360.035810.026110.07162B0.070050.0067580.0848889867766.202.39470.890.020370.0129600.0407410.260.338010.880.098820.0173600.13600.16330.036750.243414.712.509019.48
566710.619.53973.10.105200.013950.32990.053750.017740.36300M0.063170.0025750.0977287388598.921.344113.800.032630.0060090.1226015.280.205417.800.090570.0032900.13010.17270.011720.317522.410.495628.03
567644.225.70749.90.092420.012510.14780.068950.016150.13730B0.061210.0035630.0781091120193.862.143103.100.064950.0113600.1069014.530.306015.800.109900.0061330.13470.16500.022070.260613.980.721316.93
5681386.039.061535.00.151500.026750.28400.193200.034370.40240M0.061830.0043670.086669012795141.302.407152.100.125500.0134300.1966021.370.341422.690.100100.0044260.11920.19730.016750.273015.101.309021.84